{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Import libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pylab as plt\n",
    "\n",
    "import multinetx as mx\n",
    "\n",
    "from scipy.integrate import ode"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### The Mimura-Murray ecological model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def mimura_murray_duplex(t, y0, G):\n",
    "    f = y0.copy()    \n",
    "    u = y0[:G.N] # activator\n",
    "    v = y0[G.N:] # inhibitor    \n",
    "    sum_lapl_u = G.diff[0] * u * G.lapl[0:G.N,0:G.N]   \n",
    "    sum_lapl_v = G.diff[1] * v * G.lapl[G.N:2*G.N,G.N:2*G.N]    \n",
    "    # activator\n",
    "    f[:G.N] = ( (G.a + G.b * u - u * u) / G.c - v) * u + sum_lapl_u\n",
    "    # inhibitor   \n",
    "    f[G.N:] = (u - 1.0 - G.d * v) * v + sum_lapl_v\n",
    "    return f "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Define the integrate method"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def integrate(G, dt=0.5, tmax=200, method='dopri5', store_solution=True):\n",
    "    '''This function integrates the MM model'''\n",
    "    ## Setup the integrator \n",
    "    t0 = 0.0\n",
    "    sol = [G.species]\n",
    "    solver = ode(G.rhs).set_f_params(G)\n",
    "    int_pars = dict(atol=1E-8, rtol=1E-8, first_step=1E-2,\n",
    "                    max_step=2E1, nsteps=2E4)\n",
    "    solver.set_integrator(method,**int_pars)\n",
    "    solver.set_initial_value(G.species,t0)\n",
    "    ## Integrate the system    \n",
    "    while solver.successful() and solver.t < tmax:\n",
    "        solver.integrate(solver.t+dt)\n",
    "        sol.append(solver.y)\n",
    "    return np.array(sol)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Create the activator-inhibitor multiplex"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "G = mx.MultilayerGraph()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "N = 350\n",
    "G.add_layer(mx.barabasi_albert_graph(n=N, m=5,   seed=812))   # activators\n",
    "G.add_layer(mx.barabasi_albert_graph(n=N, m=200, seed=812))   # inhibitors"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Laplacian matrices of the multiplex"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "G.lapl = (-1.0) * mx.laplacian_matrix(G,weight=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Right-hand-side of the Mimura-Murray model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "G.rhs = mimura_murray_duplex"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Define the parameters of the model (They correspond to the uniform steady state)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "G.a = 35.0\n",
    "G.b = 16.0\n",
    "G.c = 9.0\n",
    "G.d = 0.4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "G.N = G.get_number_of_nodes_in_layer() \n",
    "G.diff = [0.12, 0.12]  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Initial conditions and perturbation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "activators = np.empty(G.N,dtype=np.double)\n",
    "inhibitors = np.empty(G.N,dtype=np.double)\n",
    "activators[:] = 5.0\n",
    "inhibitors[:] = 10.0\n",
    "activators[10] += 10E-5\n",
    "G.species = np.concatenate((activators,inhibitors),axis=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Integrate the system"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "sol = integrate(G,dt=0.5,tmax=200,method='dopri5')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Sort the solution according to decreasing degree of the activator layer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "deg_act = G.get_layer(0).degree().values()\n",
    "sdeg_act = np.argsort(deg_act)[::-1]\n",
    "sdeg_sol = np.append(sdeg_act,G.N+sdeg_act)\n",
    "ssol = sol[:,sdeg_sol]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def plot_sol(ax, insol, NN, t=0):\n",
    "    ax.plot(insol[t],':',color='green',lw=1.1,alpha=1)\n",
    "    sc = ax.scatter(np.arange(NN),insol[t],\n",
    "                    c=insol[t],s=25,marker='o',lw=1.2,\n",
    "                    vmin=min(insol[t]),vmax=max(insol[t]),\n",
    "                    cmap=plt.cm.YlOrBr)\n",
    "    ax.set_xlim(-5,NN)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Development of Turing pattern (activator layer is shown)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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T7x2pfqPaifG7v+WuilgUgJrAe3hXlds9BeuoK6+icLDctnl9bLh01CidMaib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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f7ed5cfc350>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sol_act = ssol[:,:G.N]\n",
    "\n",
    "fig = plt.figure()\n",
    "ax1 = fig.add_subplot(221)\n",
    "ax1.set_ylabel(r'$u_i$')\n",
    "ax1.set_title(r'$t=0$')\n",
    "ax1.set_ylim(0,10)\n",
    "ax1.set_xticks([])\n",
    "plot_sol(ax1,sol_act,G.N,t=0)\n",
    "\n",
    "ax2 = fig.add_subplot(222)\n",
    "ax2.set_ylabel(r'$v_i$')\n",
    "ax2.set_title(r'$t=18$')\n",
    "ax2.set_ylim(0,10)\n",
    "ax2.set_xticks([])\n",
    "plot_sol(ax2,sol_act,G.N,t=18)\n",
    "\n",
    "ax3 = fig.add_subplot(223)\n",
    "ax3.set_xlabel(r'$i$')\n",
    "ax3.set_ylabel(r'$v_i$')\n",
    "ax3.set_title(r'$t=21$')\n",
    "ax3.set_ylim(0,10)\n",
    "plot_sol(ax3,sol_act,G.N,t=21)\n",
    "\n",
    "ax4 = fig.add_subplot(224)\n",
    "ax4.set_xlabel(r'$i$')\n",
    "ax4.set_ylabel(r'$v_i$')\n",
    "ax4.set_title(r'$t=400$')\n",
    "ax4.set_ylim(0,10)\n",
    "plot_sol(ax4,sol_act,G.N,t=400)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Turing pattern shown in activator and inhibitor layer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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5rIfqAgDJN0nGkIwl2Y9k4aOW6f8zFosFbVu3QotmCfjwtZfQsnkztG3V6p6GnYaHhyNp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\neksYjOVg93fNcH13c+zbbYpS23Yw0hPg5MmT4PO4SNvWBsW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CcSn0kppHvOTB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ycrKkfiAzO5P49HhexLxgwsUJJKQn4BLgojNeVBQsu7uMBTcX8OOxH7XqrTwIfVCkEgXwXzQe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\n+MroJgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f7ed6d08910>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sol_act = ssol[:,:G.N]\n",
    "sol_inh = ssol[:,G.N:]\n",
    "tsnap = 400\n",
    "\n",
    "fig = plt.figure()\n",
    "ax1 = fig.add_subplot(211)\n",
    "ax1.set_ylabel(r'$u_i$')\n",
    "ax1.set_ylim(0,10)\n",
    "plot_sol(ax1,sol_act,G.N,t=tsnap)\n",
    "\n",
    "ax2 = fig.add_subplot(212)\n",
    "ax2.set_xlabel(r'$i$')\n",
    "ax2.set_ylabel(r'$v_i$')\n",
    "ax2.set_ylim(7.5,11.1)\n",
    "plot_sol(ax2,sol_inh,G.N,t=tsnap)\n",
    "\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
